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Methodology

525 benchmarks • 161 tasks • 688 datasets • 26012 papers with code

Representation Learning

Representation Learning

  18 benchmarks
2169 papers with code

Word Embeddings

970 papers with code

Disentanglement

  3 benchmarks
338 papers with code

Graph Embedding

  2 benchmarks
323 papers with code

Graph Representation Learning

  2 benchmarks
213 papers with code
See all 18 tasks

Transfer Learning

Transfer Learning

  114 benchmarks
1817 papers with code

Domain Adaptation

  100 benchmarks
1293 papers with code

Multi-Task Learning

  4 benchmarks
692 papers with code

Auxiliary Learning

13 papers with code

Transfer Reinforcement Learning

13 papers with code
See all 6 tasks

General Classification

General Classification

  11 benchmarks
3798 papers with code

Image Classification

Image Classification

  346 benchmarks
2546 papers with code

Knowledge Distillation

  3 benchmarks
610 papers with code

Few-Shot Image Classification

  90 benchmarks
145 papers with code

OOD Detection

139 papers with code

Fine-Grained Image Classification

  32 benchmarks
118 papers with code
See all 25 tasks

Science / Technology

BIG-bench Machine Learning

  1 benchmark
2195 papers with code

Astronomy

  1 benchmark
55 papers with code

Computer Security

  1 benchmark
8 papers with code

Science / Technology

  15 benchmarks
8 papers with code

College Biology
See all 16 tasks

Domain Adaptation

Domain Adaptation

  100 benchmarks
1293 papers with code

Unsupervised Domain Adaptation

  27 benchmarks
482 papers with code

Domain Generalization

  16 benchmarks
277 papers with code

Partial Domain Adaptation

  5 benchmarks
18 papers with code

Universal Domain Adaptation

  3 benchmarks
8 papers with code
See all 8 tasks

2D Classification

Language Modelling

  366 benchmarks
1974 papers with code

Neural Network Compression

  2 benchmarks
59 papers with code

Music Source Separation

  3 benchmarks
38 papers with code

Data Augmentation

Data Augmentation

  1 benchmark
1463 papers with code

Image Augmentation

68 papers with code

Text Augmentation

16 papers with code

Meta-Learning

Meta-Learning

  125 benchmarks
816 papers with code

Few-Shot Learning

  121 benchmarks
637 papers with code

Sample Probing

Word Embeddings

Word Embeddings

970 papers with code

Learning Word Embeddings

18 papers with code

Multilingual Word Embeddings

16 papers with code

Embeddings Evaluation

6 papers with code

Contextualised Word Representations

3 papers with code

AutoML

Neural Architecture Search

  20 benchmarks
583 papers with code

Hyperparameter Optimization

  1 benchmark
195 papers with code

AutoML

  23 benchmarks
165 papers with code

Automated Feature Engineering

13 papers with code

Few-Shot Learning

Few-Shot Learning

  121 benchmarks
637 papers with code

Few-Shot Image Classification

  90 benchmarks
145 papers with code

One-Shot Learning

  1 benchmark
69 papers with code

Few-Shot Semantic Segmentation

  12 benchmarks
46 papers with code

Cross-Domain Few-Shot

  1 benchmark
23 papers with code
See all 11 tasks

Anomaly Detection

Anomaly Detection

  55 benchmarks
684 papers with code

Unsupervised Anomaly Detection

  8 benchmarks
92 papers with code

Anomaly Detection In Surveillance Videos

  4 benchmarks
24 papers with code

Abnormal Event Detection In Video

  5 benchmarks
11 papers with code

Few Shot Anomaly Detection

  1 benchmark
6 papers with code
See all 21 tasks

Optical Character Recognition

Active Learning

  3 benchmarks
456 papers with code

Optical Character Recognition

  10 benchmarks
186 papers with code

Handwriting Recognition

  2 benchmarks
40 papers with code

Handwritten Digit Recognition

  1 benchmark
20 papers with code

Irregular Text Recognition

5 papers with code
See all 9 tasks

Multivariate Time Series Forecasting

Anomaly Detection

  55 benchmarks
684 papers with code

Zero-Shot Learning

Temporal Action Localization

  250 benchmarks
308 papers with code

Zero-Shot Learning

  281 benchmarks
299 papers with code

Generalized Zero-Shot Learning

  10 benchmarks
43 papers with code

Compositional Zero-Shot Learning

  3 benchmarks
15 papers with code

Multi-label zero-shot learning

  2 benchmarks
12 papers with code

Federated Learning

Federated Learning

  3 benchmarks
568 papers with code

Personalized Federated Learning

  3 benchmarks
31 papers with code

Model Posioning

1 papers with code

Quantization

Quantization

  6 benchmarks
580 papers with code

Data Free Quantization

  3 benchmarks
7 papers with code

UNET Quantization

1 papers with code

Neural Architecture Search

Neural Architecture Search

  20 benchmarks
583 papers with code

Dimensionality Reduction

Dimensionality Reduction

500 papers with code

Supervised dimensionality reduction

10 papers with code

Online nonnegative CP decomposition

1 papers with code

Feature Engineering

Feature Engineering

  13 benchmarks
311 papers with code

Imputation

  12 benchmarks
198 papers with code

Bayesian Inference

Bayesian Inference

437 papers with code

Probabilistic Programming

67 papers with code

Continual Learning

Continual Learning

  18 benchmarks
413 papers with code

class-incremental learning

  1 benchmark
82 papers with code

Active Learning

Active Learning

  3 benchmarks
456 papers with code

Active Object Detection

  2 benchmarks
3 papers with code

Gaussian Processes

Gaussian Processes

414 papers with code

GPR

33 papers with code

Metric Learning

Metric Learning

  5 benchmarks
423 papers with code

Imitation Learning

Imitation Learning

345 papers with code

Behavioural cloning

6 papers with code

Model Selection

Model Selection

317 papers with code

Density Estimation

Density Estimation

  15 benchmarks
282 papers with code

Arbitrary Conditional Density Estimation

2 papers with code

Model Compression

Model Compression

  2 benchmarks
216 papers with code

Neural Network Compression

  2 benchmarks
59 papers with code

Q-Learning

Q-Learning

275 papers with code

Stochastic Optimization

Stochastic Optimization

  13 benchmarks
207 papers with code

Distributed Optimization

55 papers with code

Multi-Label Classification

Multi-Label Classification

  26 benchmarks
242 papers with code

Medical Code Prediction

  1 benchmark
12 papers with code

Hierarchical Multi-label Classification

  16 benchmarks
7 papers with code

Multi-agent Reinforcement Learning

Multi-agent Reinforcement Learning

  23 benchmarks
224 papers with code

SMAC

  21 benchmarks
22 papers with code

EEG

EEG

  8 benchmarks
235 papers with code

Attention Score Prediction

  1 benchmark
2 papers with code

EEG Denoising

2 papers with code

LWR Classification

  1 benchmark
1 papers with code

Noise Level Prediction

  1 benchmark
1 papers with code
See all 6 tasks

Chatbot

Dialogue Generation

  13 benchmarks
148 papers with code

Chatbot

  13 benchmarks
79 papers with code

Incremental Learning

Incremental Learning

  16 benchmarks
193 papers with code

Combinatorial Optimization

Combinatorial Optimization

171 papers with code

Computed Tomography (CT)

Computed Tomography (CT)

  1 benchmark
170 papers with code

Stroke Classification

Outlier Detection

Outlier Detection

  10 benchmarks
135 papers with code

One-class classifier

20 papers with code

outlier ensembles

6 papers with code

Graph Outlier Detection

2 papers with code

Outlier Interpretation

1 papers with code

Structured Prediction

Structured Prediction

  1 benchmark
154 papers with code

Feature Importance

Feature Importance

  6 benchmarks
151 papers with code

Ensemble Learning

Ensemble Learning

149 papers with code

Network Pruning

Network Pruning

  5 benchmarks
149 papers with code

Interpretable Machine Learning

Interpretable Machine Learning

  1 benchmark
129 papers with code

Abstention Prediction

1 papers with code

Explainable artificial intelligence

Explainable artificial intelligence

105 papers with code

Explainable Models

19 papers with code

Explanation Fidelity Evaluation

4 papers with code

FAD Curve Analysis

1 papers with code

Multiple Instance Learning

Multiple Instance Learning

129 papers with code

Dictionary Learning

Dictionary Learning

127 papers with code

Matrix Completion

Matrix Completion

107 papers with code

Low-Rank Matrix Completion

17 papers with code

Electrocardiography (ECG)

Mortality Prediction

  3 benchmarks
40 papers with code

Electrocardiography (ECG)

  31 benchmarks
25 papers with code

ECG Classification

  14 benchmarks
21 papers with code

Arrhythmia Detection

  5 benchmarks
16 papers with code

Heart Rate Variability

9 papers with code
See all 13 tasks

Point Processes

Point Processes

104 papers with code

Efficient Exploration

Efficient Exploration

100 papers with code

Variable Selection

Variable Selection

99 papers with code

Experimental Design

Experimental Design

96 papers with code

Generalization Bounds

Generalization Bounds

93 papers with code

Unsupervised Pre-training

Unsupervised Pre-training

  2 benchmarks
81 papers with code

Deep Clustering

Deep Clustering

  5 benchmarks
74 papers with code

Deep Nonparametric Clustering

1 papers with code

NONPARAMETRIC DEEP CLUSTERING

One-Shot Learning

One-Shot Learning

  1 benchmark
69 papers with code

Hierarchical Reinforcement Learning

Hierarchical Reinforcement Learning

67 papers with code

Policy Gradient Methods

Policy Gradient Methods

67 papers with code

Two-sample testing

Two-sample testing

  5 benchmarks
63 papers with code

Bayesian Optimisation

Bayesian Optimisation

60 papers with code

Entity Embeddings

Entity Embeddings

53 papers with code

Multi-Label Text Classification

Multi-Label Text Classification

  19 benchmarks
52 papers with code

Multi-Label Learning

Multi-Label Learning

51 papers with code

Data Visualization

Data Visualization

49 papers with code

Tree Map Layout

1 papers with code

3D Reconstruction

Point cloud reconstruction

22 papers with code

3D Semantic Scene Completion

  4 benchmarks
13 papers with code

3D Room Layouts From A Single RGB Panorama

  3 benchmarks
5 papers with code

3D Semantic Scene Completion from a single RGB image

  2 benchmarks
5 papers with code

3D Shape Reconstruction from Videos

4 papers with code
See all 6 tasks

Additive models

Additive models

47 papers with code

Tensor Networks

Tensor Networks

47 papers with code

Privacy Preserving Deep Learning

Membership Inference Attack

32 papers with code

Privacy Preserving Deep Learning

14 papers with code

Bilevel Optimization

Bilevel Optimization

46 papers with code

Medical waveform analysis

Electrocardiography (ECG)

  31 benchmarks
25 papers with code

Electromyography (EMG)

  4 benchmarks
12 papers with code

Photoplethysmography (PPG)

  17 benchmarks
6 papers with code

Medical waveform analysis

  46 benchmarks
1 papers with code

Generalized Few-Shot Learning

Long-tail Learning

  15 benchmarks
38 papers with code

Generalized Few-Shot Learning

  18 benchmarks
6 papers with code

Long-tail Learning

Long-tail Learning

  15 benchmarks
38 papers with code

Long-tail learning with class descriptors

  4 benchmarks
5 papers with code

Multimodal Deep Learning

Multimodal Deep Learning

  16 benchmarks
34 papers with code

Multimodal Text and Image Classification

  15 benchmarks
4 papers with code

Generalized Few-Shot Classification

Long-tail Learning

  15 benchmarks
38 papers with code

Sparse Learning

Sparse Learning

  3 benchmarks
32 papers with code

Inductive logic programming

Inductive logic programming

  1 benchmark
31 papers with code

Hard Attention

Hard Attention

28 papers with code

Decision Making Under Uncertainty

Decision Making Under Uncertainty

24 papers with code

Mutual Information Estimation

Mutual Information Estimation

24 papers with code

Extreme Multi-Label Classification

Extreme Multi-Label Classification

20 papers with code

Multiobjective Optimization

Multiobjective Optimization

20 papers with code

One-class classifier

One-class classifier

20 papers with code

L2 Regularization

L2 Regularization

19 papers with code

Density Ratio Estimation

Density Ratio Estimation

18 papers with code

Distributional Reinforcement Learning

Distributional Reinforcement Learning

18 papers with code

Model extraction

Model extraction

18 papers with code

Normalising Flows

Normalising Flows

16 papers with code

Multi-Goal Reinforcement Learning

Multi-Goal Reinforcement Learning

15 papers with code

Metaheuristic Optimization

Metaheuristic Optimization

10 papers with code

Information Plane

Information Plane

9 papers with code

Partial Label Learning

Partial Label Learning

  4 benchmarks
9 papers with code

Clustering Algorithms Evaluation

Clustering Algorithms Evaluation

  10 benchmarks
6 papers with code

Continual Pretraining

Continual Pretraining

6 papers with code

Multi-Task Learning

Multi-task Language Understanding

  1 benchmark
6 papers with code

Automatic Machine Learning Model Selection

Automatic Machine Learning Model Selection

4 papers with code

Detection of Dependencies

Detection of Dependencies

1 papers with code

Detection of Higher Order Dependencies

1 papers with code

Influence Approximation

Influence Approximation

2 papers with code

Quantum Circuit Equivalence Checking

Quantum Circuit Equivalence Checking

2 papers with code

Core set discovery

Core set discovery

  14 benchmarks
1 papers with code

Quantum Circuit Mapping

Quantum Circuit Mapping

1 papers with code

Subdomain adaptation

Subdomain adaptation

1 papers with code

Ticket Search

Ticket Search

1 papers with code

Web Credibility

Web Credibility

1 papers with code

statistical independence testing

statistical independence testing

1 papers with code

Transfer Reinforcement Learning

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